6 papers
Script Gap: Evaluating LLM Triage on Indian Languages in Native vs Romanized Scripts in a Real World Setting
Manurag Khullar, Utkarsh Desai, Poorva Malviya +2
Large Language Models (LLMs) are increasingly deployed in high-stakes clinical applications in India. Speakers of Indian languages frequently communicate using romanized text rathe…
Group Deliberation Oriented Multi-Agent Conversational Model for Complex Reasoning
Zheyu Shi, Dong Qiu, Shanlong Yu
This paper proposes a group deliberation oriented multi-agent conversational model to address the limitations of single large language models in complex reasoning tasks. The model…
RescueLens: LLM-Powered Triage and Action on Volunteer Feedback for Food Rescue
Naveen Raman, Jingwu Tang, Zhiyu Chen +4
Food rescue organizations simultaneously tackle food insecurity and waste by working with volunteers to redistribute food from donors who have excess to recipients who need it. Vol…
Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing
Bhiman Kumar Baghel, Emma Jordan, Zheyuan Ryan Shi +1
Large Language Models (LLMs) are widely deployed in downstream tasks, but keeping their knowledge up-to-date via retraining or fine-tuning is often computationally expensive. Model…
Contextual Budget Bandit for Food Rescue Volunteer Engagement
Ariana Tang, Naveen Raman, Fei Fang +1
Volunteer-based food rescue platforms tackle food waste by matching surplus food to communities in need. These platforms face the dual problem of maintaining volunteer engagement a…
Global Rewards in Restless Multi-Armed Bandits
Naveen Raman, Zheyuan Ryan Shi, Fei Fang
Restless multi-armed bandits (RMAB) extend multi-armed bandits so pulling an arm impacts future states. Despite the success of RMABs, a key limiting assumption is the separability…